Advancements in the technology and availability of data sources have led to the `Big Data' era. Working with large data offers the potential to uncover more fin

"Stochastic Optimization for Large-scale Machine Learning identifies different areas of improvement and recent research directions to tackle the challenge. Deve

This book covers not only foundational materials but also the most recent progresses made during the past few years on the area of machine learning algorithms.

Proceedings of the 19th international symposium on computational statistics, held in Paris august 22-27, 2010.Together with 3 keynote talks, there were 14 invit

An up-to-date account of the interplay between optimization and machine learning, accessible to students and researchers in both communities. The interplay betw